---
title: "Alex J. Smola — all works — Elamur Research"
description: "All 30 works of Alex J. Smola in the Elamur Research library, the most cited first: our summaries where we have them, else the original."
canonical: "https://research.elamur.ai/free/en/authors/alex-j-smola/works/"
---
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# Alex J. Smola — all works

30 works · [← Alex J. Smola](https://md.research.elamur.ai/free/en/authors/alex-j-smola/)

1. **[Hierarchical Attention Networks for Document Classification](https://md.research.elamur.ai/free/en/papers/yang-2016-hierarchical-attention-networks-document-classification/) [Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)](https://md.research.elamur.ai/free/en/venues/naacl/)**Zichao Yang, Diyi Yang, Chris Dyer, et al.*2016 · 5,436 citations*
2. **[Stacked Attention Networks for Image Question Answering](https://md.research.elamur.ai/free/en/papers/yang-2015-stacked-attention-networks-image-question/) [IEEE Computer Society Conference on Computer Vision and Pattern Recognition](https://md.research.elamur.ai/free/en/venues/ieee-computer-society-conference-on-computer-vision-and-pattern-recognition/)**Zichao Yang, Xiaodong He, Jianfeng Gao, et al.*2015 · 2,157 citations*
3. **[Feature hashing for large scale multitask learning ↗](https://doi.org/10.1145/1553374.1553516) International Conference on Machine Learning · no summary yet**Kilian Q. Weinberger et al.*2009 · 958 citations*
4. [**Automatic Chain of Thought Prompting in Large Language Models arXiv:2210.03493**Zhuosheng Zhang, Aston Zhang, Mu Li, et al.*2022 · 695 citations*](https://md.research.elamur.ai/free/en/papers/zhang-2022-automatic-chain-thought-prompting-large/)
5. **[Learning Graph Matching ↗](https://doi.org/10.1109/tpami.2009.28) IEEE Transactions on Pattern Analysis and Machine Intelligence · no summary yet**Tibério S. Caetano et al.*383 citations*
6. **[COFI RANK - Maximum margin matrix factorization for collaborative ranking ↗](https://hal.science/hal-00482740) HAL (Le Centre pour la Communication Scientifique Directe) · no summary yet**Markus Weimer et al.*2007 · 349 citations*
7. **[Fastfood: approximating kernel expansions in loglinear time ↗](https://openalex.org/W2118563516) no summary yet**Quoc Viet Le, Tamás Sarlós, Alex J. Smola*2013 · 317 citations*
8. [**Multimodal Chain-of-Thought Reasoning in Language Models arXiv:2302.00923**Zhuosheng Zhang, Aston Zhang, Mu Li, et al.*2023 · 308 citations*](https://md.research.elamur.ai/free/en/papers/zhang-2023-multimodal-chain-thought-reasoning-language/)
9. **[Hilbert space embeddings of conditional distributions with applications to dynamical systems ↗](https://doi.org/10.1145/1553374.1553497) International Conference on Machine Learning · no summary yet**Le Song et al.*2009 · 255 citations*
10. **[Bundle Methods for Regularized Risk Minimization ↗](https://doi.org/10.5555/1756006.1756016) no summary yet**Choon Hui Teo et al.*2010 · 227 citations*
11. **[Deep Sets ↗](https://arxiv.org/abs/1703.06114) arXiv (Cornell University) · no summary yet**Manzil Zaheer et al.*2017 · 199 citations*
12. **[Slow Learners are Fast ↗](https://openalex.org/W2133233009) neural information processing systems · no summary yet**Martin Zinkevich, John C. Langford, Alex J. Smola*2009 · 196 citations*
13. **[Heteroscedastic Gaussian process regression ↗](https://doi.org/10.1145/1102351.1102413) International Conference on Machine Learning · no summary yet**Quoc Viet Le, Alex J. Smola, Stéphane Canu*2005 · 181 citations*
14. **[A scalable modular convex solver for regularized risk minimization ↗](https://doi.org/10.1145/1281192.1281270) ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · no summary yet**Choon Hui Teo et al.*2007 · 174 citations*
15. **[Estimating Labels from Label Proportions ↗](https://doi.org/10.5555/1577069.1755865) no summary yet**Novi Quadrianto et al.*2009 · 154 citations*
16. **[Super-Samples from Kernel Herding ↗](https://arxiv.org/abs/1203.3472) arXiv (Cornell University) · no summary yet**Yutian Chen, Max Welling, Alex J. Smola*2012 · 153 citations*
17. **[Bundle Methods for Machine Learning ↗](https://openalex.org/W2105636360) neural information processing systems · no summary yet**Quoc Viet Le, Alex J. Smola, S. V. N. Vishwanathan*2007 · 124 citations*
18. **[Fastfood - Computing Hilbert Space Expansions in loglinear time ↗](https://openalex.org/W175700287) International Conference on Machine Learning · no summary yet**Quoc Viet Le, Tamás Sarlós, Alexander Johannes Smola*2013 · 101 citations*
19. **[Proximal stochastic methods for nonsmooth nonconvex finite-sum optimization ↗](https://openalex.org/W2556623528) neural information processing systems · no summary yet**Sashank Jakkam Reddi et al.*2016 · 96 citations*
20. **[Direct Optimization of Ranking Measures ↗](https://arxiv.org/abs/0704.3359) arXiv (Cornell University) · no summary yet**Quoc Viet Le, Alexander Johannes Smola*2007 · 94 citations*
21. **[Symbolic Music Generation with Transformer-GANs ↗](https://doi.org/10.1609/aaai.v35i1.16117) Proceedings of the AAAI Conference on Artificial Intelligence · no summary yet**Aashiq Muhamed et al.*2021 · 66 citations*
22. **[Tighter Bounds for Structured Estimation ↗](https://openalex.org/W2158460069) no summary yet**Olivier Chapelle et al.*2008 · 62 citations*
23. **[Learning Graph Matching ↗](https://doi.org/10.1109/iccv.2007.4408838) IEEE International Conference on Computer Vision (ICCV) · no summary yet**Tibério S. Caetano et al.*2007 · 62 citations*
24. **[A Generic Approach for Escaping Saddle points ↗](https://arxiv.org/abs/1709.01434) arXiv (Cornell University) · no summary yet**Sashank Jakkam Reddi et al.*2017 · 52 citations*
25. [**Parameter-Efficient Fine-Tuning Design Spaces arXiv:2301.01821**Jiaao Chen, Aston Zhang, Xingjian Shi, et al.*2023 · 47 citations*](https://md.research.elamur.ai/free/en/papers/chen-2023-parameter-efficient-fine-tuning-design/)
26. **[Simpler knowledge-based support vector machines ↗](https://doi.org/10.1145/1143844.1143910) International Conference on Machine Learning · no summary yet**Quoc Viet Le, Alex J. Smola, Thomas Gärtner*2006 · 30 citations*
27. **[A Cheaper and Better Diffusion Language Model with Soft-Masked Noise ↗](https://aclanthology.org/2023.emnlp-main.289/) Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing · no summary yet**Jiaao Chen et al.*2023 · 28 citations*
28. **[Large-Scale Multiclass Transduction ↗](https://openalex.org/W2130526125) no summary yet**Thomas Gärtner et al.*2005 · 18 citations*
29. **[Fastfood: Approximate Kernel Expansions in Loglinear Time ↗](https://arxiv.org/abs/1408.3060) arXiv (Cornell University) · no summary yet**Quoc Viet Le, Tamás Sarlós, Alexander Johannes Smola*2014 · 13 citations*
30. **[Transductive Gaussian Process Regression with Automatic Model Selection ↗](https://doi.org/10.1007/11871842_31) Lecture notes in computer science · no summary yet**Quoc Viet Le et al.*2006 · 9 citations*